v0.4.12
parruda/swarmv0.4.12Oct 19, 2026by github-actions[bot]
Upgrading?
AI Summary
This release introduces performance optimizations for ONNX models and common utilities, adds a new .NET feature for long prediction, and includes updates to dependencies and hooks.
Key Highlights
- Added OptionStabilityHook for metamorphic reliability signal
- Performance improvements in ONNX (reuse question tokens, collate rows to numpy arrays)
- Added PredictLong feature for .NET
- Dependency updates for Java, Vitest, and Gradle
New Features
- OptionStabilityHook for metamorphic reliability
- PredictLong functionality for .NET
- ONNX performance optimization (reuse tokens, numpy arrays)
- Common performance optimization (collate question rows)
Full Release Notes
## What's Changed * feat(hooks): add OptionStabilityHook for metamorphic reliability signal (#635) by @Swatantra-66 in https://github.com/NandhaKishorM/laya/pull/908 * build(deps): bump actions/setup-java from 6.0.1 to 6.1.0 by @dependabot[bot] in https://github.com/NandhaKishorM/laya/pull/1272 * build(deps-dev): bump vitest from 5.0.3 to 5.0.4 in /laya-ts by @dependabot[bot] in https://github.com/NandhaKishorM/laya/pull/1273 * build(deps): bump gradle/actions/wrapper-validation from 4.4.3 to 6.4.0 by @dependabot[bot] in https://github.com/NandhaKishorM/laya/pull/1274 * test(hooks): count distinct contexts by holding them, not by id() by @muhammadaliqasmi in https://github.com/NandhaKishorM/laya/pull/1277 * perf(onnx): reuse question tokens across states in predict_batch by @HamidRezaLS in https://github.com/NandhaKishorM/laya/pull/1278 * docs(shortlist): show a dedicated bi-encoder in the example and measure what the query should embed by @zhlei07 in https://github.com/NandhaKishorM/laya/pull/1281 * feat(dotnet): add PredictLong, ported from ONNXAgent.predict_long by @kevin-gatimu in https://github.com/NandhaKishorM/laya/pull/1283 * perf(common): collate question rows directly into numpy arrays by @HamidRezaLS in https://github.com/NandhaKishorM/laya/pull/1279 ## New Contributors * @muhammadaliqasmi made their first contribution in https://github.com/NandhaKishorM/laya/pull/1277 * @zhlei07 made their first contribution in https://github.com/NandhaKishorM/laya/pull/1281 **Full Changelog**: https://github.com/NandhaKishorM/laya/compare/v0.4.11...v0.4.12
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